Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 10296 |
| Missing cells | 389 |
| Missing cells (%) | 0.3% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.1 MiB |
| Average record size in memory | 112.0 B |
Variable types
| Numeric | 11 |
|---|---|
| Unsupported | 1 |
| Categorical | 2 |
BirthYear is highly correlated with MonthSal | High correlation |
MonthSal is highly correlated with BirthYear | High correlation |
CustMonVal is highly correlated with ClaimsRate | High correlation |
ClaimsRate is highly correlated with CustMonVal | High correlation |
PremLife has 104 (1.0%) missing values | Missing |
FirstPolYear is highly skewed (γ1 = 101.2958498) | Skewed |
CustMonVal is highly skewed (γ1 = -67.04273979) | Skewed |
ClaimsRate is highly skewed (γ1 = 71.20947447) | Skewed |
PremMotor is highly skewed (γ1 = 23.87096035) | Skewed |
PremHousehold is highly skewed (γ1 = 36.05402336) | Skewed |
PremHealth is highly skewed (γ1 = 84.51949178) | Skewed |
CustID is uniformly distributed | Uniform |
CustID has unique values | Unique |
EducDeg is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Reproduction
| Analysis started | 2022-01-07 17:26:09.991870 |
|---|---|
| Analysis finished | 2022-01-07 17:26:26.174087 |
| Duration | 16.18 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 10296 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5148.5 |
| Minimum | 1 |
|---|---|
| Maximum | 10296 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 80.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 515.75 |
| Q1 | 2574.75 |
| median | 5148.5 |
| Q3 | 7722.25 |
| 95-th percentile | 9781.25 |
| Maximum | 10296 |
| Range | 10295 |
| Interquartile range (IQR) | 5147.5 |
Descriptive statistics
| Standard deviation | 2972.34352 |
|---|---|
| Coefficient of variation (CV) | 0.5773222336 |
| Kurtosis | -1.2 |
| Mean | 5148.5 |
| Median Absolute Deviation (MAD) | 2574 |
| Skewness | 0 |
| Sum | 53008956 |
| Variance | 8834826 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4520 | 1 | < 0.1% |
| 3909 | 1 | < 0.1% |
| 4628 | 1 | < 0.1% |
| 9789 | 1 | < 0.1% |
| 9641 | 1 | < 0.1% |
| 7382 | 1 | < 0.1% |
| 1099 | 1 | < 0.1% |
| 2556 | 1 | < 0.1% |
| 86 | 1 | < 0.1% |
| 904 | 1 | < 0.1% |
| Other values (10286) | 10286 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 10296 | 1 | |
| 10295 | 1 | |
| 10294 | 1 | |
| 10293 | 1 | |
| 10292 | 1 | |
| 10291 | 1 | |
| 10290 | 1 | |
| 10289 | 1 | |
| 10288 | 1 | |
| 10287 | 1 |
| Distinct | 26 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 30 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1991.062634 |
| Minimum | 1974 |
|---|---|
| Maximum | 53784 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 80.6 KiB |
Quantile statistics
| Minimum | 1974 |
|---|---|
| 5-th percentile | 1976 |
| Q1 | 1980 |
| median | 1986 |
| Q3 | 1992 |
| 95-th percentile | 1996 |
| Maximum | 53784 |
| Range | 51810 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 511.2679127 |
|---|---|
| Coefficient of variation (CV) | 0.2567814312 |
| Kurtosis | 10262.56551 |
| Mean | 1991.062634 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 101.2958498 |
| Sum | 20440249 |
| Variance | 261394.8786 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 1988 | 512 | 5.0% |
| 1994 | 475 | 4.6% |
| 1993 | 473 | 4.6% |
| 1989 | 466 | 4.5% |
| 1984 | 464 | 4.5% |
| 1986 | 458 | 4.4% |
| 1977 | 453 | 4.4% |
| 1978 | 453 | 4.4% |
| 1992 | 451 | 4.4% |
| 1990 | 449 | 4.4% |
| Other values (16) | 5612 |
| Value | Count | Frequency (%) |
| 1974 | 141 | 1.4% |
| 1975 | 285 | |
| 1976 | 433 | |
| 1977 | 453 | |
| 1978 | 453 | |
| 1979 | 443 | |
| 1980 | 432 | |
| 1981 | 445 | |
| 1982 | 444 | |
| 1983 | 423 |
| Value | Count | Frequency (%) |
| 53784 | 1 | < 0.1% |
| 1998 | 112 | 1.1% |
| 1997 | 271 | |
| 1996 | 440 | |
| 1995 | 445 | |
| 1994 | 475 | |
| 1993 | 473 | |
| 1992 | 451 | |
| 1991 | 430 | |
| 1990 | 449 |
| Distinct | 68 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 17 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1968.007783 |
| Minimum | 1028 |
|---|---|
| Maximum | 2001 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 80.6 KiB |
Quantile statistics
| Minimum | 1028 |
|---|---|
| 5-th percentile | 1941 |
| Q1 | 1953 |
| median | 1968 |
| Q3 | 1983 |
| 95-th percentile | 1995 |
| Maximum | 2001 |
| Range | 973 |
| Interquartile range (IQR) | 30 |
Descriptive statistics
| Standard deviation | 19.70947624 |
|---|---|
| Coefficient of variation (CV) | 0.01001493816 |
| Kurtosis | 501.8127652 |
| Mean | 1968.007783 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | -10.53673466 |
| Sum | 20229152 |
| Variance | 388.4634537 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1962 | 206 | 2.0% |
| 1968 | 200 | 1.9% |
| 1964 | 194 | 1.9% |
| 1953 | 193 | 1.9% |
| 1981 | 190 | 1.8% |
| 1990 | 189 | 1.8% |
| 1974 | 187 | 1.8% |
| 1963 | 186 | 1.8% |
| 1951 | 186 | 1.8% |
| 1952 | 186 | 1.8% |
| Other values (58) | 8362 |
| Value | Count | Frequency (%) |
| 1028 | 1 | < 0.1% |
| 1935 | 14 | 0.1% |
| 1936 | 37 | 0.4% |
| 1937 | 57 | 0.6% |
| 1938 | 77 | |
| 1939 | 101 | |
| 1940 | 127 | |
| 1941 | 145 | |
| 1942 | 162 | |
| 1943 | 163 |
| Value | Count | Frequency (%) |
| 2001 | 12 | 0.1% |
| 2000 | 35 | 0.3% |
| 1999 | 69 | 0.7% |
| 1998 | 94 | |
| 1997 | 133 | |
| 1996 | 137 | |
| 1995 | 155 | |
| 1994 | 177 | |
| 1993 | 155 | |
| 1992 | 163 |
| Distinct | 3565 |
|---|---|
| Distinct (%) | 34.7% |
| Missing | 36 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2506.667057 |
| Minimum | 333 |
|---|---|
| Maximum | 55215 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 80.6 KiB |
Quantile statistics
| Minimum | 333 |
|---|---|
| 5-th percentile | 933.9 |
| Q1 | 1706 |
| median | 2501.5 |
| Q3 | 3290.25 |
| 95-th percentile | 4046 |
| Maximum | 55215 |
| Range | 54882 |
| Interquartile range (IQR) | 1584.25 |
Descriptive statistics
| Standard deviation | 1157.449634 |
|---|---|
| Coefficient of variation (CV) | 0.4617484524 |
| Kurtosis | 474.3813076 |
| Mean | 2506.667057 |
| Median Absolute Deviation (MAD) | 791.5 |
| Skewness | 11.25083378 |
| Sum | 25718404 |
| Variance | 1339689.656 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3200 | 10 | 0.1% |
| 1398 | 10 | 0.1% |
| 3560 | 10 | 0.1% |
| 3776 | 10 | 0.1% |
| 2687 | 10 | 0.1% |
| 3568 | 9 | 0.1% |
| 1924 | 9 | 0.1% |
| 2073 | 9 | 0.1% |
| 1766 | 9 | 0.1% |
| 2308 | 9 | 0.1% |
| Other values (3555) | 10165 | |
| (Missing) | 36 | 0.3% |
| Value | Count | Frequency (%) |
| 333 | 3 | |
| 334 | 1 | < 0.1% |
| 335 | 3 | |
| 336 | 1 | < 0.1% |
| 340 | 1 | < 0.1% |
| 341 | 2 | |
| 342 | 1 | < 0.1% |
| 344 | 1 | < 0.1% |
| 346 | 1 | < 0.1% |
| 348 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 55215 | 1 | < 0.1% |
| 34490 | 1 | < 0.1% |
| 5021 | 1 | < 0.1% |
| 4995 | 1 | < 0.1% |
| 4904 | 1 | < 0.1% |
| 4897 | 1 | < 0.1% |
| 4883 | 3 | |
| 4872 | 1 | < 0.1% |
| 4869 | 1 | < 0.1% |
| 4857 | 2 |
GeoLivArea
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 80.6 KiB |
| 4.0 | |
|---|---|
| 1.0 | |
| 3.0 | |
| 2.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 4.0 |
| 3rd row | 3.0 |
| 4th row | 4.0 |
| 5th row | 4.0 |
Common Values
| Value | Count | Frequency (%) |
| 4.0 | 4145 | |
| 1.0 | 3048 | |
| 3.0 | 2066 | |
| 2.0 | 1036 | 10.1% |
| (Missing) | 1 | < 0.1% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| 4.0 | 4145 | |
| 1.0 | 3048 | |
| 3.0 | 2066 | |
| 2.0 | 1036 | 10.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
Children
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 21 |
| Missing (%) | 0.2% |
| Memory size | 80.6 KiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 7262 | |
| 0.0 | 3013 | |
| (Missing) | 21 | 0.2% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| 1.0 | 7262 | |
| 0.0 | 3013 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 7012 |
|---|---|
| Distinct (%) | 68.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 177.8926049 |
| Minimum | -165680.42 |
|---|---|
| Maximum | 11875.89 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 2768 |
| Negative (%) | 26.9% |
| Memory size | 80.6 KiB |
Quantile statistics
| Minimum | -165680.42 |
|---|---|
| 5-th percentile | -93.4875 |
| Q1 | -9.44 |
| median | 186.87 |
| Q3 | 399.7775 |
| 95-th percentile | 645.9325 |
| Maximum | 11875.89 |
| Range | 177556.31 |
| Interquartile range (IQR) | 409.2175 |
Descriptive statistics
| Standard deviation | 1945.811505 |
|---|---|
| Coefficient of variation (CV) | 10.93812475 |
| Kurtosis | 5323.18296 |
| Mean | 177.8926049 |
| Median Absolute Deviation (MAD) | 202.155 |
| Skewness | -67.04273979 |
| Sum | 1831582.26 |
| Variance | 3786182.414 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -25 | 272 | 2.6% |
| -31 | 12 | 0.1% |
| -35 | 11 | 0.1% |
| -37 | 11 | 0.1% |
| -12.33 | 10 | 0.1% |
| -47.67 | 10 | 0.1% |
| -15.11 | 10 | 0.1% |
| -10.33 | 9 | 0.1% |
| -21.11 | 9 | 0.1% |
| -16.22 | 9 | 0.1% |
| Other values (7002) | 9933 |
| Value | Count | Frequency (%) |
| -165680.42 | 1 | |
| -64891 | 1 | |
| -52382.76 | 1 | |
| -37327.08 | 1 | |
| -28945.4 | 1 | |
| -26130.45 | 1 | |
| -14714.08 | 1 | |
| -10198.91 | 1 | |
| -10107.37 | 1 | |
| -8719.04 | 1 |
| Value | Count | Frequency (%) |
| 11875.89 | 1 | |
| 5596.84 | 1 | |
| 4328.5 | 1 | |
| 2314.21 | 1 | |
| 2054.07 | 1 | |
| 1997.6 | 1 | |
| 1891.04 | 1 | |
| 1801.45 | 1 | |
| 1716 | 1 | |
| 1691.43 | 1 |
| Distinct | 165 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.7427719503 |
| Minimum | 0 |
|---|---|
| Maximum | 256.2 |
| Zeros | 58 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 80.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.16 |
| Q1 | 0.39 |
| median | 0.72 |
| Q3 | 0.98 |
| 95-th percentile | 1.1 |
| Maximum | 256.2 |
| Range | 256.2 |
| Interquartile range (IQR) | 0.59 |
Descriptive statistics
| Standard deviation | 2.916963637 |
|---|---|
| Coefficient of variation (CV) | 3.927132192 |
| Kurtosis | 5877.806759 |
| Mean | 0.7427719503 |
| Median Absolute Deviation (MAD) | 0.28 |
| Skewness | 71.20947447 |
| Sum | 7647.58 |
| Variance | 8.508676861 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 457 | 4.4% |
| 1.01 | 212 | 2.1% |
| 1.02 | 203 | 2.0% |
| 0.99 | 198 | 1.9% |
| 1.03 | 195 | 1.9% |
| 0.98 | 173 | 1.7% |
| 0.97 | 148 | 1.4% |
| 0.95 | 143 | 1.4% |
| 1.04 | 140 | 1.4% |
| 0.91 | 139 | 1.4% |
| Other values (155) | 8288 |
| Value | Count | Frequency (%) |
| 0 | 58 | |
| 0.01 | 2 | < 0.1% |
| 0.03 | 4 | < 0.1% |
| 0.04 | 5 | < 0.1% |
| 0.05 | 8 | 0.1% |
| 0.06 | 20 | 0.2% |
| 0.07 | 13 | 0.1% |
| 0.08 | 37 | |
| 0.09 | 39 | |
| 0.1 | 28 |
| Value | Count | Frequency (%) |
| 256.2 | 1 | |
| 96 | 1 | |
| 69 | 1 | |
| 63 | 1 | |
| 35 | 1 | |
| 32.3 | 1 | |
| 25.36 | 1 | |
| 15.65 | 1 | |
| 14.8 | 1 | |
| 13.9 | 1 |
| Distinct | 1950 |
|---|---|
| Distinct (%) | 19.0% |
| Missing | 34 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 300.4702524 |
| Minimum | -4.11 |
|---|---|
| Maximum | 11604.42 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1 |
| Negative (%) | < 0.1% |
| Memory size | 80.6 KiB |
Quantile statistics
| Minimum | -4.11 |
|---|---|
| 5-th percentile | 63.68 |
| Q1 | 190.59 |
| median | 298.61 |
| Q3 | 408.3 |
| 95-th percentile | 515.32 |
| Maximum | 11604.42 |
| Range | 11608.53 |
| Interquartile range (IQR) | 217.71 |
Descriptive statistics
| Standard deviation | 211.914997 |
|---|---|
| Coefficient of variation (CV) | 0.7052777947 |
| Kurtosis | 1096.286508 |
| Mean | 300.4702524 |
| Median Absolute Deviation (MAD) | 108.69 |
| Skewness | 23.87096035 |
| Sum | 3083425.73 |
| Variance | 44907.96595 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 398.74 | 17 | 0.2% |
| 246.49 | 16 | 0.2% |
| 361.29 | 16 | 0.2% |
| 206.15 | 15 | 0.1% |
| 279.61 | 15 | 0.1% |
| 409.52 | 14 | 0.1% |
| 332.84 | 13 | 0.1% |
| 312.06 | 13 | 0.1% |
| 237.6 | 13 | 0.1% |
| 269.94 | 13 | 0.1% |
| Other values (1940) | 10117 | |
| (Missing) | 34 | 0.3% |
| Value | Count | Frequency (%) |
| -4.11 | 1 | < 0.1% |
| 1.78 | 1 | < 0.1% |
| 3.78 | 2 | < 0.1% |
| 4.78 | 1 | < 0.1% |
| 6.78 | 1 | < 0.1% |
| 6.89 | 1 | < 0.1% |
| 7.67 | 1 | < 0.1% |
| 8.67 | 5 | |
| 9.67 | 1 | < 0.1% |
| 9.78 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 11604.42 | 1 | |
| 8744.61 | 1 | |
| 5645.5 | 1 | |
| 4273.49 | 1 | |
| 4003.44 | 1 | |
| 3106.62 | 1 | |
| 585.22 | 1 | |
| 581.33 | 1 | |
| 580.11 | 1 | |
| 578.33 | 1 |
| Distinct | 1061 |
|---|---|
| Distinct (%) | 10.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 210.4311917 |
| Minimum | -75 |
|---|---|
| Maximum | 25048.8 |
| Zeros | 60 |
| Zeros (%) | 0.6% |
| Negative | 1097 |
| Negative (%) | 10.7% |
| Memory size | 80.6 KiB |
Quantile statistics
| Minimum | -75 |
|---|---|
| 5-th percentile | -30 |
| Q1 | 49.45 |
| median | 132.8 |
| Q3 | 290.05 |
| 95-th percentile | 695.7 |
| Maximum | 25048.8 |
| Range | 25123.8 |
| Interquartile range (IQR) | 240.6 |
Descriptive statistics
| Standard deviation | 352.595984 |
|---|---|
| Coefficient of variation (CV) | 1.675588021 |
| Kurtosis | 2427.155944 |
| Mean | 210.4311917 |
| Median Absolute Deviation (MAD) | 103.35 |
| Skewness | 36.05402336 |
| Sum | 2166599.55 |
| Variance | 124323.928 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 39.45 | 62 | 0.6% |
| 0 | 60 | 0.6% |
| -45.55 | 60 | 0.6% |
| 19.45 | 60 | 0.6% |
| -30.55 | 57 | 0.6% |
| -5.55 | 56 | 0.5% |
| 69.45 | 55 | 0.5% |
| 44.45 | 54 | 0.5% |
| 34.45 | 54 | 0.5% |
| -40.55 | 53 | 0.5% |
| Other values (1051) | 9725 |
| Value | Count | Frequency (%) |
| -75 | 18 | 0.2% |
| -70 | 34 | |
| -65 | 35 | |
| -60 | 31 | |
| -55 | 27 | |
| -50 | 44 | |
| -45.55 | 60 | |
| -45 | 37 | |
| -40.55 | 53 | |
| -40 | 33 |
| Value | Count | Frequency (%) |
| 25048.8 | 1 | |
| 8762.8 | 1 | |
| 4130.7 | 1 | |
| 2223.75 | 1 | |
| 1957.6 | 1 | |
| 1924.25 | 1 | |
| 1918.15 | 1 | |
| 1826.45 | 1 | |
| 1777.55 | 2 | |
| 1748.1 | 1 |
| Distinct | 1006 |
|---|---|
| Distinct (%) | 9.8% |
| Missing | 43 |
| Missing (%) | 0.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 171.5808329 |
| Minimum | -2.11 |
|---|---|
| Maximum | 28272 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1 |
| Negative (%) | < 0.1% |
| Memory size | 80.6 KiB |
Quantile statistics
| Minimum | -2.11 |
|---|---|
| 5-th percentile | 54.12 |
| Q1 | 111.8 |
| median | 162.81 |
| Q3 | 219.82 |
| 95-th percentile | 297.39 |
| Maximum | 28272 |
| Range | 28274.11 |
| Interquartile range (IQR) | 108.02 |
Descriptive statistics
| Standard deviation | 296.4059761 |
|---|---|
| Coefficient of variation (CV) | 1.727500508 |
| Kurtosis | 7914.203507 |
| Mean | 171.5808329 |
| Median Absolute Deviation (MAD) | 54.01 |
| Skewness | 84.51949178 |
| Sum | 1759218.28 |
| Variance | 87856.50266 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 130.47 | 30 | 0.3% |
| 178.7 | 29 | 0.3% |
| 159.14 | 28 | 0.3% |
| 158.14 | 27 | 0.3% |
| 112.91 | 26 | 0.3% |
| 147.36 | 26 | 0.3% |
| 169.7 | 26 | 0.3% |
| 136.58 | 25 | 0.2% |
| 130.58 | 25 | 0.2% |
| 219.93 | 25 | 0.2% |
| Other values (996) | 9986 | |
| (Missing) | 43 | 0.4% |
| Value | Count | Frequency (%) |
| -2.11 | 1 | < 0.1% |
| 5.78 | 1 | < 0.1% |
| 7.78 | 1 | < 0.1% |
| 11.67 | 1 | < 0.1% |
| 12.67 | 1 | < 0.1% |
| 14.67 | 2 | |
| 15.56 | 1 | < 0.1% |
| 15.67 | 2 | |
| 16.56 | 4 | |
| 16.67 | 2 |
| Value | Count | Frequency (%) |
| 28272 | 1 | |
| 7322.48 | 1 | |
| 1767 | 1 | |
| 1045.52 | 1 | |
| 442.86 | 1 | |
| 440.86 | 1 | |
| 432.97 | 1 | |
| 417.3 | 1 | |
| 417.08 | 1 | |
| 408.41 | 1 |
| Distinct | 611 |
|---|---|
| Distinct (%) | 6.0% |
| Missing | 104 |
| Missing (%) | 1.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 41.85578199 |
| Minimum | -7 |
|---|---|
| Maximum | 398.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 668 |
| Negative (%) | 6.5% |
| Memory size | 80.6 KiB |
Quantile statistics
| Minimum | -7 |
|---|---|
| 5-th percentile | -1.11 |
| Q1 | 9.89 |
| median | 25.56 |
| Q3 | 57.79 |
| 95-th percentile | 140.36 |
| Maximum | 398.3 |
| Range | 405.3 |
| Interquartile range (IQR) | 47.9 |
Descriptive statistics
| Standard deviation | 47.480632 |
|---|---|
| Coefficient of variation (CV) | 1.134386452 |
| Kurtosis | 5.716367231 |
| Mean | 41.85578199 |
| Median Absolute Deviation (MAD) | 19.56 |
| Skewness | 2.089846133 |
| Sum | 426594.13 |
| Variance | 2254.410416 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 9.89 | 130 | 1.3% |
| 3.89 | 121 | 1.2% |
| 0.89 | 119 | 1.2% |
| -1.11 | 117 | 1.1% |
| 12.89 | 109 | 1.1% |
| 6.89 | 107 | 1.0% |
| 5.89 | 106 | 1.0% |
| 4.89 | 106 | 1.0% |
| 7.89 | 102 | 1.0% |
| 1.89 | 101 | 1.0% |
| Other values (601) | 9074 | |
| (Missing) | 104 | 1.0% |
| Value | Count | Frequency (%) |
| -7 | 65 | |
| -6 | 64 | |
| -5 | 74 | |
| -4 | 56 | |
| -3 | 72 | |
| -2 | 73 | |
| -1.11 | 117 | |
| -1 | 55 | |
| -0.11 | 92 | |
| 0.89 | 119 |
| Value | Count | Frequency (%) |
| 398.3 | 1 | |
| 365.18 | 1 | |
| 363.29 | 1 | |
| 354.4 | 1 | |
| 346.4 | 1 | |
| 341.51 | 1 | |
| 330.84 | 1 | |
| 329.73 | 1 | |
| 324.84 | 1 | |
| 320.06 | 1 |
PremWork
Real number (ℝ)
| Distinct | 898 |
|---|---|
| Distinct (%) | 8.8% |
| Missing | 86 |
| Missing (%) | 0.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 41.2775142 |
| Minimum | -12 |
|---|---|
| Maximum | 1988.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 925 |
| Negative (%) | 9.0% |
| Memory size | 80.6 KiB |
Quantile statistics
| Minimum | -12 |
|---|---|
| 5-th percentile | -4 |
| Q1 | 10.67 |
| median | 25.67 |
| Q3 | 56.79 |
| 95-th percentile | 137.3105 |
| Maximum | 1988.7 |
| Range | 2000.7 |
| Interquartile range (IQR) | 46.12 |
Descriptive statistics
| Standard deviation | 51.51357235 |
|---|---|
| Coefficient of variation (CV) | 1.247981458 |
| Kurtosis | 212.7789142 |
| Mean | 41.2775142 |
| Median Absolute Deviation (MAD) | 19.45 |
| Skewness | 7.43811547 |
| Sum | 421443.42 |
| Variance | 2653.648136 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 10.89 | 76 | 0.7% |
| 9.89 | 72 | 0.7% |
| 11.89 | 70 | 0.7% |
| -5.11 | 68 | 0.7% |
| -0.11 | 66 | 0.6% |
| 1.89 | 65 | 0.6% |
| 16.89 | 65 | 0.6% |
| 3.89 | 64 | 0.6% |
| 14.89 | 64 | 0.6% |
| 4.89 | 63 | 0.6% |
| Other values (888) | 9537 | |
| (Missing) | 86 | 0.8% |
| Value | Count | Frequency (%) |
| -12 | 34 | |
| -11 | 32 | |
| -10 | 32 | |
| -9 | 29 | |
| -8 | 51 | |
| -7 | 39 | |
| -6.11 | 57 | |
| -6 | 44 | |
| -5.11 | 68 | |
| -5 | 48 |
| Value | Count | Frequency (%) |
| 1988.7 | 1 | |
| 930.44 | 1 | |
| 494.1 | 1 | |
| 451.53 | 1 | |
| 417.08 | 1 | |
| 353.18 | 1 | |
| 352.62 | 1 | |
| 352.51 | 1 | |
| 350.62 | 1 | |
| 339.84 | 1 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.
First rows
| CustID | FirstPolYear | BirthYear | EducDeg | MonthSal | GeoLivArea | Children | CustMonVal | ClaimsRate | PremMotor | PremHousehold | PremHealth | PremLife | PremWork | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1.0 | 1985.0 | 1982.0 | b'2 - High School' | 2177.0 | 1.0 | 1.0 | 380.97 | 0.39 | 375.85 | 79.45 | 146.36 | 47.01 | 16.89 |
| 1 | 2.0 | 1981.0 | 1995.0 | b'2 - High School' | 677.0 | 4.0 | 1.0 | -131.13 | 1.12 | 77.46 | 416.20 | 116.69 | 194.48 | 106.13 |
| 2 | 3.0 | 1991.0 | 1970.0 | b'1 - Basic' | 2277.0 | 3.0 | 0.0 | 504.67 | 0.28 | 206.15 | 224.50 | 124.58 | 86.35 | 99.02 |
| 3 | 4.0 | 1990.0 | 1981.0 | b'3 - BSc/MSc' | 1099.0 | 4.0 | 1.0 | -16.99 | 0.99 | 182.48 | 43.35 | 311.17 | 35.34 | 28.34 |
| 4 | 5.0 | 1986.0 | 1973.0 | b'3 - BSc/MSc' | 1763.0 | 4.0 | 1.0 | 35.23 | 0.90 | 338.62 | 47.80 | 182.59 | 18.78 | 41.45 |
| 5 | 6.0 | 1986.0 | 1956.0 | b'2 - High School' | 2566.0 | 4.0 | 1.0 | -24.33 | 1.00 | 440.75 | 18.90 | 114.80 | 7.00 | 7.67 |
| 6 | 7.0 | 1979.0 | 1943.0 | b'2 - High School' | 4103.0 | 4.0 | 0.0 | -66.01 | 1.05 | 156.92 | 295.60 | 317.95 | 14.67 | 26.34 |
| 7 | 8.0 | 1988.0 | 1974.0 | b'2 - High School' | 1743.0 | 4.0 | 1.0 | -144.91 | 1.13 | 248.27 | 397.30 | 144.36 | 66.68 | 53.23 |
| 8 | 9.0 | 1981.0 | 1978.0 | b'3 - BSc/MSc' | 1862.0 | 1.0 | 1.0 | 356.53 | 0.36 | 344.51 | 18.35 | 210.04 | 8.78 | 9.89 |
| 9 | 10.0 | 1976.0 | 1948.0 | b'3 - BSc/MSc' | 3842.0 | 1.0 | 0.0 | -119.35 | 1.12 | 209.26 | 182.25 | 271.94 | 39.23 | 55.12 |
Last rows
| CustID | FirstPolYear | BirthYear | EducDeg | MonthSal | GeoLivArea | Children | CustMonVal | ClaimsRate | PremMotor | PremHousehold | PremHealth | PremLife | PremWork | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10286 | 10287.0 | 1997.0 | 1943.0 | b'3 - BSc/MSc' | 3975.0 | 2.0 | 0.0 | 220.27 | 0.62 | 285.61 | 77.25 | 241.49 | 31.45 | 8.89 |
| 10287 | 10288.0 | 1996.0 | 1941.0 | b'2 - High School' | 3845.0 | 4.0 | 0.0 | 99.47 | 0.90 | 87.35 | 843.50 | 121.58 | 157.92 | 33.45 |
| 10288 | 10289.0 | 1982.0 | 1993.0 | b'2 - High School' | 1465.0 | 1.0 | 1.0 | 795.15 | 0.35 | 67.79 | 820.15 | 102.13 | 182.48 | 86.46 |
| 10289 | 10290.0 | 1986.0 | 1943.0 | b'2 - High School' | 3498.0 | 4.0 | 0.0 | 245.60 | 0.67 | 227.82 | 270.60 | 160.92 | 100.13 | 69.90 |
| 10290 | 10291.0 | 1994.0 | 1999.0 | b'1 - Basic' | 626.0 | 3.0 | 1.0 | 176.26 | 0.85 | 6.89 | 878.50 | 103.13 | 113.02 | 201.26 |
| 10291 | 10292.0 | 1984.0 | 1949.0 | b'4 - PhD' | 3188.0 | 2.0 | 0.0 | -0.11 | 0.96 | 393.74 | 49.45 | 173.81 | 9.78 | 14.78 |
| 10292 | 10293.0 | 1977.0 | 1952.0 | b'1 - Basic' | 2431.0 | 3.0 | 0.0 | 1405.60 | 0.00 | 133.58 | 1035.75 | 143.25 | 12.89 | 105.13 |
| 10293 | 10294.0 | 1994.0 | 1976.0 | b'3 - BSc/MSc' | 2918.0 | 1.0 | 1.0 | 524.10 | 0.21 | 403.63 | 132.80 | 142.25 | 12.67 | 4.89 |
| 10294 | 10295.0 | 1981.0 | 1977.0 | b'1 - Basic' | 1971.0 | 2.0 | 1.0 | 250.05 | 0.65 | 188.59 | 211.15 | 198.37 | 63.90 | 112.91 |
| 10295 | 10296.0 | 1990.0 | 1981.0 | b'4 - PhD' | 2815.0 | 1.0 | 1.0 | 463.75 | 0.27 | 414.08 | 94.45 | 141.25 | 6.89 | 12.89 |